Author: Wang Jiaxin Reviewed by: Chen Zhiyan This article is about 5800 words and is recommended to read for more than 10 minutes. This article introduces the classic K-Means clustering algorithm. Overview As is well known, machine learning algorithms can be divided into supervised learning and unsupervised learning. Supervised learning is often used for classification … Read more
The KNN algorithm is one of the most basic instance-based learning methods. First, we will introduce the relevant concepts of instance-based learning. 1. Instance-Based Learning 1. Given a series of training samples, many learning methods establish a clear generalization description for the objective function; however, instance-based learning methods simply store the training samples. The work … Read more
Click on the above“Beginner’s Visual Learning” to selectStar or “Top” Important content delivered promptly Machine learning is one of the most exciting and popular fields in computer science today. It is not just about technology, but about applying advanced algorithms to solve real-world problems. This article will introduce artificial intelligence (AI) and machine learning, using … Read more
Machine learning has been proven to be very useful, but it is also easy to assume that it can solve all problems and is applicable in all situations. Like other tools, machine learning is useful in specific domains, especially those problems you always know exist but can never hire enough people to solve; or those … Read more
In the past few years, based on my work experience and exchanges with other data scientists, including content read online, I have compiled what I consider to be the most important machine learning algorithms. This year, I want to provide more models across categories based on the article published last year. I hope to offer … Read more
Machine Learning A grand history of artificial intelligence development The victory of AlphaGo, the success of autonomous driving, the breakthrough in pattern recognition, and the rapid development of artificial intelligence have repeatedly stirred our nerves. As the core of artificial intelligence, machine learning has also received much attention in the rapid development of AI, shining … Read more
Weak artificial intelligence has made significant breakthroughs in recent years and has quietly become an essential part of everyone’s life. Take our smartphones as an example, let’s see how much magic of artificial intelligence is hidden within. The image below shows some common applications installed on a typical iPhone. Many people might not guess that … Read more
Deep learning has become particularly popular in recent years, much like big data did five years ago. However, deep learning primarily falls within the field of machine learning. In this article, we will discuss the differences in algorithm processes between machine learning and deep learning. The Algorithm Processes of Machine Learning and Deep Learning I … Read more
Introduction: Research on model interpretability has become a hot topic at research conferences in the past two years, as people are no longer satisfied with just the performance of the model but are also pondering the reasons behind the model’s performance. This kind of thinking helps optimize models and features, enhances understanding of the models … Read more
Machine Learning and Deep Learning Algorithm Processes Finally got into the AI research program, but I don’t know what the difference is between machine learning and deep learning. It feels like everything is deep learning. Wow, I heard that a senior has been tuning parameters for 10 months to prepare for the T9 model with … Read more